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Related Questions
- What are the differences between random search and Bayesian optimization in terms of budget allocation?
- How does the use of acquisition functions, such as expected improvement or probability of improvement, impact budget allocation in Bayesian optimization?
- What are some common techniques for adaptively allocating a budget in Bayesian optimization, such as entropy search or Thompson sampling?
- How does the choice of prior distribution for the objective function impact budget allocation in Bayesian optimization?
- Can you explain the concept of 'budget allocation' in the context of Bayesian optimization and how it relates to the optimization process?
- How does Bayesian optimization with a dynamic budget compare to traditional methods, such as grid search or random search?
- What are some strategies for balancing exploration and exploitation when allocating a dynamic budget in Bayesian optimization?
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